Blog

Guides on AI verification, model selection, and working with artificial intelligence.

Comparisons | | 9 min read

TrueStandard vs FactCheckTool

These tools look similar and solve opposite problems. One tells you if the media you're consuming is fake. The other tells you if the draft you're about to publish is true.

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AI Reliability | | 11 min read

Why AI Citations Keep Showing Up Wrong

A 12-fold rise in fake biomedical references, four legal sanctions in 30 days, public defenders flooded with ChatGPT case theories. The same failure shape, across professions.

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AI Architecture | | 11 min read

Multi-Agent vs Multi-Model AI in 2026

AI builders use both terms interchangeably. They are different architectures with different strengths, and the difference matters most for the one job neither term usually advertises: catching AI errors before you publish.

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AI Reliability | | 12 min read

What Are AI Hallucinations?

Your AI sometimes makes things up and sounds completely confident doing it. Anthropic explains why hallucinations happen and what you can do about them.

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Case Studies | | 11 min read

3 AI Stress Tests from Q2 2026

When top AI builders ran real experiments instead of demos in April 2026, the results were more interesting than the demos. Here is what each test reveals, and why none of them fully answers the question writers care about.

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AI Architecture | | 13 min read

Long Context vs RAG in 2026

Three things just changed about how AI handles your documents. Here is what actually works for content teams, and why better retrieval still does not mean better truth.

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AI Reliability | | 10 min read

What Is AI Sycophancy?

Your AI agrees with you too much. Anthropic's safeguards team explains why models tell you what you want to hear, and what you can do about it.

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AI Reliability | | 12 min read

What Karpathy's AI Methods Don't Fix

In six weeks, Andrej Karpathy and the AI builder community shipped three viral reliability methods. Each is real and useful. None of them solves the verification problem for writers.

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AI Fundamentals | | 12 min read

Every Type of AI, Explained

From large language models to coding agents — what each type of AI does, which tools lead each category, and how to choose the right one for your work.

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